---
title: DarkVesselNet
emoji: "\U0001F6F0"
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 6.14.0
app_file: app.py
pinned: true
license: apache-2.0
short_description: CPU-safe dark-vessel reasoning demo for S1/S2/AIS fusion.
tags:
  - remote-sensing
  - sentinel-1
  - sentinel-2
  - ais
  - dark-vessel
  - geospatial
  - prithvi-2
  - clay-v1
  - satmae
  - dofa
  - satlasnet
  - remoteclip
  - xview3
  - tgard
  - pi-dpm
  - earth-observation
  - sar
---

# DarkVesselNet

Multi-modal remote sensing stack for dark vessel detection. Sentinel-1 SAR plus Sentinel-2 optical plus AIS are fused through geospatial foundation-model backbones in the full repository, with physics-informed anomaly reasoning via TGARD and Pi-DPM.

This public Hugging Face Space is the CPU-safe demo path: pick an area of interest and the app generates shape-consistent synthetic Sentinel-1, Sentinel-2, and AIS tensors, then runs the same scoring trace used by the scaffold. It does not download live Planetary Computer scenes or MarineCadastre AIS on the free Space tier.

See the [GitHub repository](https://github.com/arunshar/darkvessel-stack) for the full pipeline, training recipes, and xView3-SAR leaderboard reproduction.